Policy result: Ask. The work returns with the decision and context attached.
Action handling, model bounds, spend ceilings, what the workforce is allowed to learn, and the record of every change are all set once at the organization and inherited by every project. Autonomy is the baseline, and the consequences stay yours to decide.
At enterprise scale, the work stops being one engineer coaxing a model in a chat window and becomes a managed workforce. Lead Dev orchestrates the specialists, security controls remain active, and governance keeps action outcomes and review paths visible.
Adopt autonomous AI without betting the company on it. Your organization sets action policy, branch policy decides where work can land, and model bounds decide which approved routes the workforce can use. When covered work needs judgment, it returns the call to your team.
Protected branches, production credentials, and spend limits remain separate from specialist capability.
Connected repositories, approved context, Secrets, and temporary credential exposure follow their own project and organization controls.
Your organization sets the model bounds: approved models, provider rules, and spend policy. Profiles choose how work runs inside them.
Recorded approvals, checks, stops, and governed actions stay attached to the work they touched.
Every specialist can carry work autonomously. Your organization controls the consequences through action policy, protected resources, review paths, and hard safety rails.
Lead Dev reviews most changes before they land.
Routine work can proceed; risky actions return to Lead Dev.
Most work proceeds on its own; risky actions still return to Lead Dev.
The organization sets what may be spent, a project can hold something lower, and a single specialist can be narrower still. Work that reaches a ceiling follows the review path an admin chose rather than stopping quietly.
Explore Spend ControlsEvery ceiling nests inside the one above it
Organization
The ceiling every project inherits
Project
Lower for a project that should spend less
Specialist
Lower again for one specialist
Thread
Drawn from what is left above it
Objective
Drawn from what is left above it
Talk through the customer need, business pressure, product feel, and technical path. Lead Dev turns the conversation into a spec your team can steer before code starts.
Lead Dev checks assumptions, edge cases, standards, and high-stakes calls. When a decision needs another check, click and request a Second Opinion with quick select for any model anytime.
Work comes back checked against your Quality Gates and deterministic security checks, including deep provenance and reasoning behind decisions that show how and why work was governed by Lead Dev.
Specialists use the product by simulating real users in the browser, find broken flows, and learn from what your team accepts, corrects, or sends back.